Simultaneous human intracerebral stimulation and HD-EEG, ground-truth for source localization methods

Author:

Mikulan Ezequiel,Russo SimoneORCID,Parmigiani Sara,Sarasso Simone,Zauli Flavia Maria,Rubino Annalisa,Avanzini Pietro,Cattani Anna,Sorrentino AlbertoORCID,Gibbs Steve,Cardinale Francesco,Sartori IvanaORCID,Nobili Lino,Massimini Marcello,Pigorini AndreaORCID

Abstract

AbstractPrecisely localizing the sources of brain activity as recorded by EEG is a fundamental procedure and a major challenge for both research and clinical practice. Even though many methods and algorithms have been proposed, their relative advantages and limitations are still not well established. Moreover, these methods involve tuning multiple parameters, for which no principled way of selection exists yet. These uncertainties are emphasized due to the lack of ground-truth for their validation and testing. Here we present the Localize-MI dataset, which constitutes the first open dataset that comprises EEG recorded electrical activity originating from precisely known locations inside the brain of living humans. High-density EEG was recorded as single-pulse biphasic currents were delivered at intensities ranging from 0.1 to 5 mA through stereotactically implanted electrodes in diverse brain regions during pre-surgical evaluation of patients with drug-resistant epilepsy. The uses of this dataset range from the estimation of in vivo tissue conductivity to the development, validation and testing of forward and inverse solution methods.

Publisher

Springer Science and Business Media LLC

Subject

Library and Information Sciences,Statistics, Probability and Uncertainty,Computer Science Applications,Education,Information Systems,Statistics and Probability

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